Aibek S. Niyetkaliyev

ROI-SSIM guided framework for 3D knee MRI reconstruction under artifact degradation

Magnetic resonance imaging (MRI) reconstruction is highly sensitive to undersampling and acquisition artifacts. Although deep learning-based approaches have significantly improved reconstruction quality, they are typically optimized using global fidelity metrics that may not fully reflect reconstruction quality within...